{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "source": [
    "import os\r\n",
    "import numpy as np\r\n",
    "import PIL\r\n",
    "import tensorflow as tf\r\n",
    "import matplotlib.pyplot as plt \r\n",
    "import imageio\r\n",
    "import time\r\n",
    "from IPython import display"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "source": [
    "data_path = r'F:\\AI\\Datasets\\dowload\\flower_photos'\r\n",
    "list_dir = os.listdir(data_path)\r\n",
    "list_dir"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "['daisy', 'dandelion', 'LICENSE.txt', 'roses', 'sunflowers', 'tulips']"
      ]
     },
     "metadata": {},
     "execution_count": 2
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "source": [
    "data_dirs = []\r\n",
    "\r\n",
    "for i in list_dir:\r\n",
    "    l_path = os.path.join(data_path,i)\r\n",
    "    if os.path.isdir(l_path):\r\n",
    "        data_dirs.append(l_path)\r\n",
    "data_dirs "
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "['F:\\\\AI\\\\Datasets\\\\dowload\\\\flower_photos\\\\daisy',\n",
       " 'F:\\\\AI\\\\Datasets\\\\dowload\\\\flower_photos\\\\dandelion',\n",
       " 'F:\\\\AI\\\\Datasets\\\\dowload\\\\flower_photos\\\\roses',\n",
       " 'F:\\\\AI\\\\Datasets\\\\dowload\\\\flower_photos\\\\sunflowers',\n",
       " 'F:\\\\AI\\\\Datasets\\\\dowload\\\\flower_photos\\\\tulips']"
      ]
     },
     "metadata": {},
     "execution_count": 3
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "source": [
    "imgs_data = {}\r\n",
    "imgs_list = []\r\n",
    "for i in data_dirs:\r\n",
    "    img_class = os.path.split(i)[1]\r\n",
    "    imgs = os.listdir(i)\r\n",
    "    img_paths = []\r\n",
    "    for name in imgs:\r\n",
    "        img_path = os.path.join(i,name)\r\n",
    "        img_paths.append(img_path)\r\n",
    "        imgs_list.append(img_path)\r\n",
    "    imgs_data[img_class] = img_paths"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "source": [
    "len(imgs_list)"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "3670"
      ]
     },
     "metadata": {},
     "execution_count": 5
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "source": [
    "#现在将图片路径转成图片numpy数据\r\n",
    "#因为图片大小不统一，这里进行对图片进行统一到200x200尺寸\r\n",
    "\r\n",
    "def convert_img2numpy(path):\r\n",
    "    img = PIL.Image.open(path)\r\n",
    "    img = img.resize((200,200))\r\n",
    "    img = np.array(img)\r\n",
    "    img = img.astype(np.float32)/255.0\r\n",
    "    return img"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "source": [
    "imgs_data_list = []\r\n",
    "\r\n",
    "for i in imgs_list:\r\n",
    "    img_data = convert_img2numpy(i)\r\n",
    "    imgs_data_list.append(img_data)\r\n",
    "    \r\n"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "source": [
    "# 查看\r\n",
    "plt.imshow(imgs_data_list[0])"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x2544954f5c0>"
      ]
     },
     "metadata": {},
     "execution_count": 8
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ],
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n<svg height=\"251.706556pt\" version=\"1.1\" viewBox=\"0 0 257.913437 251.706556\" width=\"257.913437pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <defs>\r\n  <style type=\"text/css\">\r\n*{stroke-linecap:butt;stroke-linejoin:round;}\r\n  </style>\r\n </defs>\r\n <g id=\"figure_1\">\r\n  <g id=\"patch_1\">\r\n   <path d=\"M 0 251.706556 \r\nL 257.913437 251.706556 \r\nL 257.913437 0 \r\nL 0 0 \r\nz\r\n\" style=\"fill:none;\"/>\r\n  </g>\r\n  <g id=\"axes_1\">\r\n   <g id=\"patch_2\">\r\n    <path d=\"M 33.273438 227.895619 \r\nL 250.713437 227.895619 \r\nL 250.713437 10.455619 \r\nL 33.273438 10.455619 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g 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"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "source": [
    "plt.imshow(imgs_data_list[3000])"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1e02b1c42e8>"
      ]
     },
     "metadata": {},
     "execution_count": 15
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "source": [
    "#转成dataset\r\n",
    "#注意：这里是没有带标签的成样本组的dataset，后面不是通过Sequential读取\r\n",
    "\r\n",
    "train_dataset = tf.data.Dataset.from_tensor_slices(imgs_data_list).shuffle(len(imgs_data_list)).batch(100)"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "source": [
    "train_dataset"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<BatchDataset shapes: (None, 200, 200, 3), types: tf.float32>"
      ]
     },
     "metadata": {},
     "execution_count": 10
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "source": [
    "len(train_dataset)"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "37"
      ]
     },
     "metadata": {},
     "execution_count": 11
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "source": [
    "samlp_test_list = []\r\n",
    "\r\n",
    "\r\n",
    "for i in range(1,50):\r\n",
    "    samlp_test_list.append(imgs_data_list[i])\r\n",
    "    noise1 = 400\r\n",
    "    samlp_test_list.append(imgs_data_list[i+noise1])\r\n",
    "    noise2 = 800\r\n",
    "    samlp_test_list.append(imgs_data_list[i+noise2])\r\n",
    "    noise3 = 1000\r\n",
    "    samlp_test_list.append(imgs_data_list[i+noise3])\r\n",
    "    noise4 = 1500\r\n",
    "    samlp_test_list.append(imgs_data_list[i+noise4])\r\n",
    "    noise5 = 2000\r\n",
    "    samlp_test_list.append(imgs_data_list[i+noise5])\r\n",
    "    noise6 = 3000\r\n",
    "    samlp_test_list.append(imgs_data_list[i+noise6])\r\n",
    "    noise7 = 3200\r\n",
    "    samlp_test_list.append(imgs_data_list[i+noise7])\r\n",
    "    noise8 = 2500\r\n",
    "    samlp_test_list.append(imgs_data_list[i+noise8])\r\n",
    "\r\n"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "source": [
    "len(samlp_test_list)"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "441"
      ]
     },
     "metadata": {},
     "execution_count": 13
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "source": [
    "test_dataset = tf.data.Dataset.from_tensor_slices(samlp_test_list).shuffle(len(samlp_test_list)).batch(100)"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "source": [
    "# 自定义VAE模型\r\n",
    "\r\n",
    "class CVAE(tf.keras.Model):\r\n",
    "    \r\n",
    "    def __init__(self, latent_dim):\r\n",
    "        super(CVAE,self).__init__()\r\n",
    "\r\n",
    "        self.latent_dim = latent_dim\r\n",
    "\r\n",
    "        #隐藏层，将图片数据转成隐藏层向量，这里用的2倍的latend_dim向量长度，只为了后面一分为二拆成均值有方差向量\r\n",
    "        self.latent_net = tf.keras.Sequential([\r\n",
    "            tf.keras.layers.InputLayer(input_shape=(200,200,3)),\r\n",
    "            tf.keras.layers.Conv2D(filters=32,kernel_size=3,strides=(2,2),activation=tf.nn.relu),\r\n",
    "            tf.keras.layers.Conv2D(filters=64,kernel_size=3,strides=(2,2),activation=tf.nn.relu),\r\n",
    "            tf.keras.layers.Flatten(),\r\n",
    "            tf.keras.layers.Dense(latent_dim+latent_dim),\r\n",
    "        ])\r\n",
    "\r\n",
    "        # 生成网络\r\n",
    "        self.G_net = tf.keras.Sequential([\r\n",
    "            tf.keras.layers.InputLayer(input_shape=(latent_dim,)),\r\n",
    "            tf.keras.layers.Dense(units=200*200*3*2,activation=tf.nn.relu),\r\n",
    "            #200*200*3*2 = 50*4*50*4*3*2 = 50*50*4*4*3*2\r\n",
    "            tf.keras.layers.Reshape(target_shape=(50,50,4*4*3*2)),\r\n",
    "\r\n",
    "            #第一个反卷积后维度变成(100,100,64)\r\n",
    "            tf.keras.layers.Conv2DTranspose(\r\n",
    "                filters=64,\r\n",
    "                kernel_size=3,\r\n",
    "                strides=(2,2),\r\n",
    "                padding='SAME',\r\n",
    "                activation=tf.nn.relu\r\n",
    "                ),\r\n",
    "\r\n",
    "            #第二个反卷积后维度变成(200,200,32)\r\n",
    "            tf.keras.layers.Conv2DTranspose(\r\n",
    "                filters=32,\r\n",
    "                kernel_size=3,\r\n",
    "                strides=(2,2),\r\n",
    "                padding='SAME',\r\n",
    "                activation=tf.nn.relu\r\n",
    "            ),\r\n",
    "\r\n",
    "            #最后一次反卷积维度变成(200,200,3)\r\n",
    "            tf.keras.layers.Conv2DTranspose(\r\n",
    "                filters=3,\r\n",
    "                kernel_size=3,\r\n",
    "                strides=(1,1),\r\n",
    "                padding='SAME'\r\n",
    "            )\r\n",
    "        ])\r\n",
    "\r\n",
    "\r\n",
    "    def encode(self,x):\r\n",
    "        \"\"\"\r\n",
    "        编码，求出两个均值与方差\r\n",
    "        \"\"\"\r\n",
    "        # 张量分割，第二维度开始一分为二\r\n",
    "        mean,logvar = tf.split(self.latent_net(x),num_or_size_splits=2,axis=1) \r\n",
    "        return mean,logvar\r\n",
    "\r\n",
    "    def decode(self,z,apply_sigmoid=False):\r\n",
    "        \"\"\"\r\n",
    "        解码\r\n",
    "        z: 输入的隐向量\r\n",
    "        apply_sigmoid: 是否经过sigmoid激活\r\n",
    "\r\n",
    "        \"\"\"\r\n",
    "        logits = self.G_net(z)\r\n",
    "        if apply_sigmoid:\r\n",
    "            probs = tf.sigmoid(logits)\r\n",
    "            return probs\r\n",
    "        return logits\r\n",
    "\r\n",
    "\r\n",
    "    def reparameterize(self,mean,logvar):\r\n",
    "        \"\"\"\r\n",
    "        重参数技巧，反求满足正态分布的均值与方差\r\n",
    "        这里直接套用推导公式的结果\r\n",
    "        \"\"\"\r\n",
    "        eps = tf.random.normal(shape=mean.shape)\r\n",
    "        return eps*tf.exp(logvar*0.5) + mean\r\n",
    "\r\n",
    "    @tf.function  # 加上tf.function装饰器，键\r\n",
    "    def sample(self,eps=None):\r\n",
    "        \"\"\"\r\n",
    "        采样 图片，用来采样生成的图片\r\n",
    "        \"\"\"\r\n",
    "        if eps is None:\r\n",
    "            eps = tf.random.normal(shape=(100,self.latent_dim))  #这里的100是batch_size\r\n",
    "        \r\n",
    "        return self.decode(eps,apply_sigmoid=True)\r\n",
    "\r\n",
    "\r\n",
    "\r\n",
    "\r\n"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "source": [
    "# 定义损失函数与优化器\r\n",
    "\r\n",
    "optimizer = tf.keras.optimizers.Adam(1e-4)\r\n",
    "\r\n"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "source": [
    "def log_normal_pdf(sample,mean,logvar,raxis=1):\r\n",
    "\r\n",
    "    log2pi = tf.math.log(2.0*np.pi)\r\n",
    "    return tf.reduce_sum(-0.5*((sample-mean)**2*tf.exp(-logvar)+logvar+log2pi),axis=raxis)\r\n",
    "\r\n"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "source": [
    "@tf.function\r\n",
    "def compute_loss(model,x):\r\n",
    "    mean,logvar = model.encode(x)\r\n",
    "    z = model.reparameterize(mean,logvar)\r\n",
    "    x_logit = model.decode(z)\r\n",
    "\r\n",
    "    # 损失求的还是交叉熵损失\r\n",
    "    cross_ent = tf.nn.sigmoid_cross_entropy_with_logits(logits=x_logit,labels=x)\r\n",
    "    logpx_z = -tf.reduce_sum(cross_ent,axis=[1,2,3])  # 计算各维度直接的和\r\n",
    "    logpz = log_normal_pdf(z, 0., 0.)\r\n",
    "    logqz_x = log_normal_pdf(z, mean, logvar)\r\n",
    "    return -tf.reduce_mean(logpx_z + logpz - logqz_x)"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "source": [
    "@tf.function\r\n",
    "def compute_apply_gradients(model,x,optimizer):\r\n",
    "    with tf.GradientTape() as tape:\r\n",
    "        loss = compute_loss(model,x)\r\n",
    "\r\n",
    "    gradients = tape.gradient(loss,model.trainable_variables)\r\n",
    "    optimizer.apply_gradients(zip(gradients,model.trainable_variables))"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "source": [
    "# 实例模型\r\n",
    "\r\n",
    "epochs = 100\r\n",
    "latent_dim = 50\r\n",
    "num_examples_to_generate = 16  # 每次随机采样16个\r\n"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "source": [
    "random_vector_for_generation = tf.random.normal(shape=[num_examples_to_generate,latent_dim])\r\n",
    "\r\n",
    "random_vector_for_generation.shape # TensorShape([16, 50]) 16个长度为50的向量"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "TensorShape([16, 50])"
      ]
     },
     "metadata": {},
     "execution_count": 26
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "source": [
    "\r\n",
    "model = CVAE(latent_dim)"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "source": [
    "#生成图片\r\n",
    "\r\n",
    "def generate_and_save_images(model,epoch,test_input):\r\n",
    "\r\n",
    "    predictions = model.sample(test_input)\r\n",
    "    fig = plt.figure(figsize=(4,4))\r\n",
    "\r\n",
    "    for i in range(predictions.shape[0]):  # 这里输入的是16也就是16张图片\r\n",
    "        plt.subplot(4,4,i+1)\r\n",
    "        # plt.imshow(predictions[i,:,:,0],cmap='gray')  # 这里显示的是灰度图\r\n",
    "        plt.imshow(predictions[i,:,:,0])\r\n",
    "        plt.axis('off')\r\n",
    "    \r\n",
    "    plt.savefig('imgage_at_epoch_{:04d}.png'.format(epoch))\r\n",
    "    plt.show()\r\n",
    "\r\n"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "source": [
    "generate_and_save_images(model, 0, random_vector_for_generation)"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 288x288 with 16 Axes>"
      ],
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n<svg height=\"231.84pt\" version=\"1.1\" viewBox=\"0 0 236.347826 231.84\" width=\"236.347826pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <defs>\r\n  <style type=\"text/css\">\r\n*{stroke-linecap:butt;stroke-linejoin:round;}\r\n  </style>\r\n </defs>\r\n <g id=\"figure_1\">\r\n  <g id=\"patch_1\">\r\n   <path d=\"M 0 231.84 \r\nL 236.347826 231.84 \r\nL 236.347826 0 \r\nL 0 0 \r\nz\r\n\" style=\"fill:none;\"/>\r\n  </g>\r\n  <g id=\"axes_1\">\r\n   <g clip-path=\"url(#p2339cecc30)\">\r\n    <image height=\"48\" id=\"imagea01a24960b\" transform=\"scale(1 -1)translate(0 -48)\" width=\"48\" x=\"7.2\" 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"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "source": [
    "for epoch in range(1,epochs+1):\r\n",
    "    start_time = time.time()\r\n",
    "    for train_x in train_dataset:\r\n",
    "        compute_apply_gradients(model,train_x,optimizer)\r\n",
    "    end_time = time.time()\r\n",
    "\r\n",
    "    if epoch % 1 == 0:\r\n",
    "        loss = tf.keras.metrics.Mean()\r\n",
    "        for test_x in test_dataset:\r\n",
    "            loss(compute_loss(model,test_x))\r\n",
    "        elbo = -loss.result()\r\n",
    "        display.clear_output(wait=False)\r\n",
    "        print('Epoch: {}, Test set ELBO: {}, '\r\n",
    "          'time elapse for current epoch {}'.format(epoch,\r\n",
    "                                                    elbo,\r\n",
    "                                                    end_time - start_time))\r\n",
    "        generate_and_save_images(\r\n",
    "        model, epoch, random_vector_for_generation)\r\n",
    "        \r\n"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Epoch: 100, Test set ELBO: -60501.44921875, time elapse for current epoch 315.38786602020264\n"
     ]
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 288x288 with 16 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "source": [
    "# 使用 epoch 编号显示图片\r\n",
    "\r\n",
    "def display_image(epoch_no):\r\n",
    "    return PIL.Image.open('image_at_epoch_{:04d}.png'.format(epoch_no))\r\n",
    "\r\n",
    "plt.imshow(display_image(epochs))\r\n",
    "plt.axis('off')"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "source": [
    "# 生成所有保存图片的GIF\r\n",
    "\r\n",
    "anim_file = 'cvae.gif'\r\n",
    "\r\n",
    "with imageio.get_writer(anim_file,model=\"I\") as writer:\r\n",
    "    filenames = glob.glob('image*.png')\r\n",
    "    filenames = sorted(filenames)\r\n",
    "    last = -1\r\n",
    "    for i ,filename in enumerate(filenames):\r\n",
    "        frame = 2*(i**0.5)\r\n",
    "        if round(frame)>round(last):\r\n",
    "            last = frame\r\n",
    "        else:\r\n",
    "            continue\r\n",
    "        image = imageio.imread(filename)\r\n",
    "        writer.append_data(image)\r\n",
    "    image = imageio.imread(filename)\r\n",
    "    writer.append_data(image)\r\n",
    "\r\n",
    "import IPython\r\n",
    "if IPython.version_info>=(6,2,0,''):\r\n",
    "    display.Image(filename=anim_file)\r\n",
    "\r\n",
    "\r\n"
   ],
   "outputs": [],
   "metadata": {}
  }
 ],
 "metadata": {
  "orig_nbformat": 4,
  "language_info": {
   "name": "python",
   "version": "3.7.1",
   "mimetype": "text/x-python",
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "pygments_lexer": "ipython3",
   "nbconvert_exporter": "python",
   "file_extension": ".py"
  },
  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3.7.1 64-bit"
  },
  "interpreter": {
   "hash": "ceed3ede7d2ae4746b1bde0ed48f83d28ba93d0b68e140a25bb2fbb7cbabeb22"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}